{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ddb18073-3d86-44d1-bb4b-d894c677c47b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import  matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "39a473fa-8aab-44a9-8d07-2b1a95bf8ac9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class IMG:\n",
    "    def __init__(self, path, M=32):\n",
    "        self.M = M\n",
    "        self.img = cv2.imread(path)\n",
    "        self.img = cv2.cvtColor(self.img, cv2.COLOR_BGR2GRAY)\n",
    "        self.img = self.img.astype(np.float32)\n",
    "        self.img = self.img /255.0\n",
    "        self.h, self.w = self.img.shape\n",
    "        self.split_arr = self.split_pic(self.M)\n",
    "        self.ldiv_list = []\n",
    "    def split_pic(self, M):\n",
    "        x, y = self.img.shape\n",
    "        res = self.img[np.newaxis, 0:M, 0:M]\n",
    "        #分块\n",
    "        i = M\n",
    "        j = 0\n",
    "        while(j + M < y):\n",
    "            while(i + M < x):\n",
    "                block = self.img[np.newaxis, i : i + M, j : j + M]\n",
    "                res = np.concatenate([res, block])\n",
    "                i += M\n",
    "            j += M\n",
    "            i = 0\n",
    "        return res\n",
    "    def get_res_sum(self):\n",
    "        self.ldiv_list = []\n",
    "        for pic in self.split_arr:\n",
    "            #求残差和\n",
    "            x, y = pic.shape\n",
    "            col = 0\n",
    "            div = 0\n",
    "            row = 0\n",
    "            adiv = 0\n",
    "            for i in range(x):\n",
    "                for j in range(y-1):\n",
    "                    col += np.abs(pic[i, j] - pic[i, j + 1])\n",
    "            for i in range(x-1):\n",
    "                for j in range(y):\n",
    "                    row += np.abs(pic[i, j] - pic[i + 1, j])\n",
    "            for i in range(x-1):\n",
    "                for j in range(y-1):\n",
    "                    div += np.abs(pic[i + 1, j + 1] - pic[i, j])\n",
    "            for i in range(x-1):\n",
    "                for j in range(y-1):\n",
    "                    adiv += np.abs(pic[i + 1, j] - pic[i, j + 1])\n",
    "            ldiv = col + row + adiv + div\n",
    "            self.ldiv_list.append(ldiv)\n",
    "        return self.ldiv_list\n",
    "    def show_pic(self):\n",
    "        n = 0\n",
    "        plt.imshow(self.img, cmap='gray')\n",
    "        fig, ax = plt.subplots(self.h // self.M, self.w // self.M)\n",
    "        len_res = len(self.split_arr)\n",
    "        for i in ax:\n",
    "            for j in i:\n",
    "                j.set_xticks([])\n",
    "                j.set_yticks([])\n",
    "        for pic in self.split_arr:\n",
    "            i = n // (self.w // self.M)\n",
    "            j = n % (self.w // self.M)\n",
    "            ax[i, j].imshow(pic, cmap='gray')\n",
    "            # ax[i, j].text(0, 0, f\"{ldiv_list[n]}\")\n",
    "            n += 1\n",
    "\n",
    "    \n",
    "                    \n",
    "    \n",
    "        \n",
    "\n",
    "img1 = IMG('./IMG001.jpeg', 128)\n",
    "\n",
    "img1.show_pic()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "99aa07e1-a4ae-4a17-bdcb-f6aa4e0d7e86",
   "metadata": {},
   "outputs": [],
   "source": [
    "res = img1.get_res_sum()\n",
    "\n",
    "dt = {i:res[i] for i in range(len(res))}\n",
    "\n",
    "sorted_dt = sorted(dt.items(), key=lambda items:items[1])\n",
    "\n",
    "poor = sorted_dt[:len(sorted_dt) // 2]\n",
    "rich = sorted_dt[len(sorted_dt) // 2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "51ae9df2-42d4-483e-9e00-7fa96833280c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "\n",
    "def concatenate_images(imgs):\n",
    "    images = imgs\n",
    "    \n",
    "    if not all(img.size == images[0].size for img in images):\n",
    "        raise ValueError(\"All images must be of the same size.\")\n",
    "\n",
    "\n",
    "    width, height = images[0].shape\n",
    "\n",
    "\n",
    "    new_img = np.zeros((width * 4, width * (len(images) // 5), ))\n",
    "\n",
    "    x, y = new_img.shape\n",
    "    \n",
    "    for n, img in enumerate(images):\n",
    "        i = n % 4\n",
    "        j = n // 4\n",
    "        if(j * height + height > y or i * width + width > x):\n",
    "            continue\n",
    "        new_img[i * width : i * width + width, j * height : j * height + height] = img\n",
    "        \n",
    "\n",
    "    return new_img\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "379721cc-0270-4fc0-bcc3-46bd40fb9814",
   "metadata": {},
   "outputs": [],
   "source": [
    "con_list = []\n",
    "for i in poor:\n",
    "    idx = i[0]\n",
    "    con_list.append(img1.split_arr[idx])\n",
    "\n",
    "con_img = concatenate_images(con_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42be9664-4522-4c09-8541-99632460d00d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用texture重建图像\n",
    "for n in range(len(res)):\n",
    "    if res[n] > 1000:\n",
    "        i = k // 5\n",
    "        j = k % 5\n",
    "        ax[i, j].imshow(img1.split_arr[n], cmap='gray')\n",
    "        ax[i, j].set_title(f\"Result: {np.round(res[n], 2)}\",fontsize=6)\n",
    "        ax[i, j].set_xticks([])\n",
    "        ax[i, j].set_yticks([])\n",
    "        k += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a14b2ffb-1860-4051-ab6b-6f3d485848ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def high_pass_filter(image, filter_type):\n",
    "  \"\"\"\n",
    "  计算图像的高通滤波器残差\n",
    "\n",
    "  Args:\n",
    "    image: 输入图像，二维 numpy 数组\n",
    "    filter_type: 滤波器类型，可以是 \"1st\", \"2nd\", \"3rd\", \"square\", \"edge3x3\", \"edge5x5\"\n",
    "\n",
    "  Returns:\n",
    "    高通滤波器残差，二维 numpy 数组\n",
    "  \"\"\"\n",
    "\n",
    "  # 定义滤波器\n",
    "  if filter_type == \"1st\":\n",
    "    filters = [\n",
    "      np.array([[1], [-1]]),  # 水平方向\n",
    "      np.array([[-1], [1]])    # 垂直方向\n",
    "    ]\n",
    "  elif filter_type == \"2nd\":\n",
    "    filters = [\n",
    "      np.array([[1, -2, 1]]),  # 水平方向\n",
    "      np.array([[-1, 2, -1]])    # 垂直方向\n",
    "    ]\n",
    "  elif filter_type == \"3rd\":\n",
    "    filters = [\n",
    "      np.array([[1, -3, 3, -1]]),  # 水平方向\n",
    "      np.array([[-1, 3, -3, 1]])    # 垂直方向\n",
    "    ]\n",
    "  elif filter_type == \"square\":\n",
    "    filters = [\n",
    "      np.array([[1, 1, 1],\n",
    "                [1, -8, 1],\n",
    "                [1, 1, 1]])  # 3x3 滤波器\n",
    "    ]\n",
    "  elif filter_type == \"edge3x3\":\n",
    "    filters = [\n",
    "      np.array([[1, 1, 1],\n",
    "                [-1, -1, -1],\n",
    "                [1, 1, 1]])  # 3x3 边缘滤波器\n",
    "    ]\n",
    "  elif filter_type == \"edge5x5\":\n",
    "    filters = [\n",
    "      np.array([[1, 1, 1, 1, 1],\n",
    "                [1, 1, 1, 1, 1],\n",
    "                [1, 1, -12, 1, 1],\n",
    "                [1, 1, 1, 1, 1],\n",
    "                [1, 1, 1, 1, 1]])  # 5x5 边缘滤波器\n",
    "    ]\n",
    "  else:\n",
    "    raise ValueError(\"Unsupported filter type: {}\".format(filter_type))\n",
    "\n",
    "  # 计算残差\n",
    "  residuals = []\n",
    "  for filter in filters:\n",
    "    filtered = convolve2d(image, filter, mode='same', boundary='symm')\n",
    "    residual = image - filtered\n",
    "    residuals.append(residual)\n",
    "\n",
    "  return residuals\n",
    "\n",
    "# 示例\n",
    "image = np.array([[10, 20, 30],\n",
    "                 [40, 50, 60],\n",
    "                 [70, 80, 90]])\n",
    "\n",
    "residuals = high_pass_filter(image, \"1st\")\n",
    "\n",
    "for i, residual in enumerate(residuals):\n",
    "  print(\"Filter {}: \\n{}\".format(i+1, residual))\n"
   ]
  }
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